BEIJING—New Chinese Premier Li Keqiang pledged to slash bureaucracy and continue market-oriented overhauls while boosting social spending and fighting pollution, but he gave few specifics about how he plans to carry out those goals.

In his first news conference, Mr. Li said on Sunday that China will rely on the continued migration of its people to cities to boost domestic consumption, and so remake the country's economy into one less...